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I'm seeking a Python expert to develop a solution for a resource allocation problem that involves both the Knapsack Problem and linear programming (LP) models. Key Requirements: - This project is focused on resource allocation, so the main goal is to craft an algorithm that can efficiently solve the classic Knapsack Problem. - You will also be required to incorporate LP models in the solution to enhance the resource allocation process. Skills & Experience: - Proficient in Python for algorithmic problem-solving and have a solid understanding of optimization techniques. - Experience in working with LP models and understanding of how to apply them in real-world resource allocation problems. - Previous experience in developing command-line interfaces for...

I'm seeking a proficient individual in descriptive statistics. The primary tasks include: Data Types: - The data I'm working with is a mix of numerical and categorical data. Requested Descriptive Statistics: - I specifically need help with calculating the Mean and Median. ...Types: - The data I'm working with is a mix of numerical and categorical data. Requested Descriptive Statistics: - I specifically need help with calculating the Mean and Median. Purpose: - These statistics are crucial for a research paper I'm working on. Ideal Candidate: - Proficient in descriptive statistics - Experienced with both numerical and categorical data - Previous experience in data analysis for research papers is a plus. Please let me know about your experience with th...

As a business owner, I need someone who can create new product listings on eBay for me. This project will involve the creation of between 50-200 product listings. I am looking for someone with: - Experience listing products on eBay. - Knowledge in product description and optimization. - Willing to be paid commission only. This project will be a crucial stepping-stone as we expand our online presence. Good performance will lead to more work in the future. If you have a proven track record of listing products on eBay, I look forward to your bids.

...I'm launching a physical product and have a design crafted for my storefront. However, I'm in need of a proficient coder who can translate this design into a functioning website. What I need: - Custom coding: Skilled in Shopify design and proficient in integrating the design into the website. - eCommerce experience: You must have experience setting up online stores for physical products. - Problem-solving: Able to strategize efficient solutions for any potential technical issues. - Attention to detail: My design is specific. I require someone who can follow instructions closely and realize my vision perfectly. Please note, I didn't specify requirements for Shopify specific features, so the initial development of the website won't need these features. Ho...

I'm looking for an experienced developer to create a custom API for the Quotex trading broker using Python. Specifically, I am looking for someone who has experti...Real-time market data streaming - Trade execution - Account balance retrieval - Comprehensive error handling with detailed error messages - High-performance optimization for fast execution - API calls should be fast Ideal skills for this project include: - Deep understanding of Python - Experience in designing and developing APIs - Background in trading platforms or financial services - Strong problem-solving skills - Ability to optimize for high performance Your primary goal will be to produce a reliable, error-free, and fast API that can efficiently facilitate trades on both demo and real accounts within the Q...

...Skills and Experience: - Proficient in cryptocurrency integration and security to facilitate betting transactions. - Experience in sports betting or online gaming platforms. - Strong background in web development, with a focus on user interface and experience design. - Prior experience with developing and optimizing websites for desktop and mobile platforms. Details of betting Application Description: Blockchain Betting Site Overview: This application is a decentralized betting platform where users can bet on sports games using a custom cryptocurrency token. Users can place bets on one of three possible outcomes: Team A to win, Team B to win, or a draw. The platform will automatically distribute winnings based on the proportion of the bet made by each user. Key Features: 1....

I am seeking a highly skilled developer with expertise in AI neural networks, particularly in Python, for a challenging project. Key Tasks: - Develop a sophisticated AI neural network - Create an intelligent program using open-source AI - Analyze tennis data for the program The primary goal of the program is to enhance player performance analysis through the use of AI. Ideal candidate: - Proficient in Python - Experienced in developing AI neural networks - Skilled in analyzing and interpreting data - Knowledgeable about tennis and sports analytics would be a plus

I'm in need of an experienced finance expert who can produce high-quality, engaging content on finance. - Ideal candidate should have a strong understanding of various finance topics, such as personal finance, corporate finance, and investment analysis. - The content should be of high quality and targeted at students, small business owners and the general public.

I'm in need of a skilled developer who can work with Apache Superset, particularly in relation to MSSQL data. The project involves creating a range of data visualizations including charts, graphs, interactive dashboards and geospatial maps. Though the data is of moderate size and complexity, it's essential that the visualizations are effective and easy to understand. The ideal candidat... plugins, and filters. - Performance Optimization: Optimize the performance of Superset dashboards and underlying queries to ensure quick load times and efficient data retrieval. - Data Quality: Ensure data quality and consistency in all visualizations and reports. - Training and Support: Provide training and support to end-users to help them effectively utilize Apache Superset for their data ...

I'm in need of a skilled algorithm expert. You should have strong experience in various types of algorithms and be able to apply them effectively in different programming languages. I need a person who can solve the problem attached in the image.

Description: I have a collection of sofa images taken in a factory setting that need to be placed in new backgrounds such as houses, and compiled into a PDF catalogue for virtual display. Tasks: Replace the factory background of each sofa image with a house background. Ensure proper lighting and perspective adjustments for realistic integration. Create a visually appealing PDF catalogue showcasing the sofas in different house settings. Provide high-quality images for virtual display. Deliverables: Edited sofa images in new house backgrounds. PDF catalogue file with all the sofa designs. High-resolution images optimized for virtual display. Criteria for Selection: Experience with background replacement and catalogue design. Portfolio showcasing similar work. Proposed timeline a...

I'm in need of a skilled developer who can create algorithms and data structures to solve a specific problem related to numerical data analysis. Key Responsibilities: - Develop algorithms to process and analyze numerical data efficiently. - Implement new functionality to enhance data processing capabilities. - Solve the specific problem we're facing with the data through the algorithms you create. Ideal Candidate: - Proficiency in algorithms and data structures. - Prior experience in creating solutions for numerical data analysis. - Strong analytical and problem-solving skills. - Familiarity with relevant programming languages and data processing tools.

...I am just facing issues configuring the build path and hence getting a Gradle Error Marker for which I have attached a screenshot below. In my opinion the problem just lies in creating the Environment Variables or properly using the correct JDK version required for the task to be completed Note: I am using a Mac OS Ideal skills and experience for this job include: - Extensive experience with Liferay and Gradle, particularly with versions 7.4 or later and 6.x or later respectively. - Proven track record of resolving complex build issues in Liferay projects. - Strong understanding of build optimization techniques. - Excellent problem-solving skills and attention to detail. - Ability to provide past work examples that demonstrate your expertise with similar projects. In ...

I'm currently in search of a seasoned Django de...integration to ensure its reliability and performance Skills and Experience: - Extensive experience working with Django, particularly on API integrations - Proven expertise in integrating applications with third-party APIs, with a particular focus on Stripe being highly desirable - Strong understanding of security protocols and best practices when handling sensitive financial data - Excellent problem-solving skills and ability to troubleshoot and optimize code - Good communication skills and the ability to work collaboratively in a team environment. If you believe you have the skills and experience to take on this project, I'd love to hear from you. Please provide examples of your previous work, particularly relating to ...

...desktop and mobile versions, mirroring the successful desktop version's layout. Next, there's a glitch with the content display on my mobile homepage. It seems to be displaying content incorrectly, and I need you to rectify this. Essentially, your role here will be to fix any errors that cause incorrect content display on mobile, making sure all elements appear as they should. Lastly, there is a problem with the automatic update of monthly posts on the homepage. It's visible only when you click ‘read more’ whereas it should appear readily on the homepage. I’m looking for a way around this, so viewers do not have to take the extra step of clicking 'read more' to see the recent posts. Skills and Experience Required: - Experience with Wo...

I'm looking for a professional video producer who can help create short fun/wacky educational videos. . The target audience is adults, so the video should be engaging while still delivering informative content. THINK PEE WEE'S PLAYOUSE Key Responsibilities: - Produce a live-action video that aligns with the concept - Ensure the video is well-suited for an adult audience Ideal Skills and Experience: - Strong background in video production, specifically in the live-action style - Ability to create engaging and entertaining content for adults Looking forward to receiving proposals from freelancers who are able to bring this vision to life.

MUST BE BASED IN THE AUSTIN, TEXAS AREA I'm looking for a professional video producer who can help create short fun/wacky educational videos. . The target audience is adults, so the video should be engaging while still delivering informative content. THINK PEE WEE'S PLAYHOUSE Key Responsibilities: - Produce a live-action video that aligns with the concept - Ensure the video is well-suited for an adult audience Ideal Skills and Experience: - Strong background in video production, specifically in the live-action style - Ability to create engaging and entertaining content for adults Looking forward to receiving proposals from freelancers who are able to bring this vision to life.

I'm in need of a skilled UI/UX designer who can create a mobile interface that's minimalistic and modern while prioritizing user engagement, ease of use, and brand consistency. JOB DESCRIPTION FIXED BUDGET Stage 1: UI/UX Research - $30 Research and ideation: Analyze similar apps. Conduct qualitative and quantitative surveys. User flow: Develop flows for key features. Stage 2: UI Style Guide - $15 Includes typography, icons, and colour schemes. Stage 3: Screen Design Simple Screens (e.g., Onboarding, SplashScreen, Login): $5 each Medium Complexity Screens (e.g., Account page): $15 each

I'm looking for an experienced app developer who can help me set up advanced analytics in my Android app using Firebase. ...with my app. Specifically, I want to track: - The number of times the app is launched - Duration of app sessions - Screens viewed by the users - Event Tracking: I also want to track specific user actions, such as button clicks. Skills and Experience: - Proficient in Android app development - Expertise in implementing Firebase analytics - Strong understanding of data collection and analysis - Experience with tracking user demographics and in-app actions - Ability to translate data into actionable insights for app optimization If you have the expertise in this area and can help me set up a comprehensive analytics system in my app, I'd lo...

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I'm looking for a talented and experienced full-stack developer who can assist me in creating an online casino gaming platform. Below are the ...and experience for this project include: - Proficiency in full-stack development, with a strong understanding of front-end and back-end technologies. - Experience creating online casino games or similar projects. - UI/UX design skills to ensure an appealing and user-friendly interface. - Knowledge of server and database management to support the expected number of simultaneous players. - Strong problem-solving skills and the ability to troubleshoot and resolve any technical issues that may arise. If you have the skills and experience to bring this project to life, I'd love to hear from you. Please provide examples of relevant wo...

I need a VRBO scraper to extract property details, pricing, and availability. - The scraper should be built with Python and the output should be in CSV format. - The data points I need include property title, description, amenities, pricing, and availability. - The scraper should be able to handle multiple URLs at once. - The code should be well-structured and commented for easy maintenance. Ideal skills: - Proficiency in Python - Experience in web scraping - Understanding of VRBO website structure - Ability to handle and store data in CSV format

...funding. Key Deliverables: - A well-structured business plan that includes the standard sections such as Executive Summary, Business Description, Market Analysis, Organization & Management, Service or Product Line, Marketing & Sales, Funding Request, Financial Projections, Appendix. - Infographics that highlight key aspects of the business plan. These should be a blend of high-level overviews and detailed breakdowns. The infographics should cover: - **Financial Projections**: Charts, graphs, and visuals that help investors understand our financial outlook. - **Market Analysis**: Visual representation of market trends, size, and potential. - **Competitive Analysis**: Comparative graphs or visuals that differentiate us from competitors. Ideal Freela...

I'm looking for an experienced developer to create a new cryptocurrency based on the Bitcoin blockchain platform. The ideal candidate should have a strong understanding of blockchain technology and the ability to develop a secure, scalable, and fast transaction processing system. Key features and functionalities: - Secure transactions: The new cryptocurrency should prioriti...Bitcoin blockchain platform * Proven experience in developing cryptocurrency * In-depth understanding of security protocols * Knowledge of frameworks for scaling up systems Previous experience in developing cryptocurrencies or blockchain-based systems would be highly desirable for this project. The successful candidate should be able to work independently, be detail-oriented, and have excellent problem-...

I'm looking for a capable content writer who specializes in educational materials, specifically in physics and biology, for high school and 12th-grade students. Tasks will involve: - Writing comprehensive articles. - Creating problem-solving content for each topic. Each teaching aid will include 10-20 questions. Ideal applicants should have: - A strong grasp of high school level biology and physics. - Previous experience with educational content creation. - An ability to write in an engaging and understandable manner for high school students.

Looking for a project manager to create a construction schedule for a commercial solar project. As the details such as timeline, capacity, and design preferences have not been predetermined, flexibility and adaptability are critical. Requirements: - Understanding of commercial solar installation - Ability to develop flexible construction schedules - Proven experience in pro...for a project manager to create a construction schedule for a commercial solar project. As the details such as timeline, capacity, and design preferences have not been predetermined, flexibility and adaptability are critical. Requirements: - Understanding of commercial solar installation - Ability to develop flexible construction schedules - Proven experience in project management - Excellent problem-solv...

Attached is a file explaining the project. I am looking for a freelancer with a strong skill...Proficiency, as it is the primary tool for this project. > Familiarity with essential Python libraries such as pandas, NumPy, (Matplotlib, Seaborn?), Scikit-learn > Data Science and Analysis: - Data Manipulation: Ability to clean, preprocess, and manipulate large datasets. Skills in visualizing and understanding data trends and patterns. - Statistical Analysis: Knowledge of statistical methods to justify model choices and data interpretation. > Finance Knowledge: - Finance Data Science: Understanding of financial datasets, financial models, and common finance-related questions or problems. - Quantitative Analysis: Ability to apply quantitative methods to finance d...

I'm looking for a skilled and experienced Native Android developer who can help me with an issue regarding my custom-made AZAN alarm app. The problem is that the AZAN Alarm isn't functioning as it should. some time work sometimes no. IMPORTANT NOTE:- *THE ONLY ONE WHO CAN FIX CODE ON MY COMPUTER VIA REMOTE DESKTOP CAN COT HERE. PROJECT WILL BE AWARDED BEFORE START* Key Responsibilities: - Diagnose and troubleshoot the issue with the AZAN Alarm - Fix the alarm, ensuring it works consistently and accurately - Test the app after the fix to confirm the problem has been resolved Regards

...and adapt over time. - Question and Answers: The chatbot should be able to provide answers to frequently asked questions and find relevant answers from PDF files content. Experience and Skills: - Strong understanding of natural language processing - Previous experience with developing chatbots - Familiarity with sentiment analysis - Ability to create personalized recommendations for users - Skilled in extracting and understanding content from PDF files - Strong problem-solving skills and attention to detail Details - Upload Excel file containing Expediente Codes - Use automation and OpenCV to solve Captcha and download files - Upload files to s3 bucket - Integration with existing system - use google to authenticate to the system (maybe change to office 365) Req...

...8 server. Specifically, I'm unable to reflect image updates across the server. Key Requirements: - Troubleshoot IIS : You should be experienced with IIS and capable of identifying and resolving server-related issues. - Server Configuration: The problem may be related to server settings, so a deep understanding of IIS configuration and management is desirable. - File Management: The issue seems to be related to file update. You should have expertise in managing files on Windows servers and diagnosing related issues. - Image Handling: The problem specifically pertains to image updating. You should be well-versed in how servers handle image uploads and updates. Your task will involve: 1. Diagnosing the issue: Understand why new image uploads on the server are not bei...

I'm seeking an adept designer to create an engaging PowerPoint presentation for my business plan. The presentation will incorporate a Corporate and Professional style, which I believe will make the content more compelling. The structure of the presentation will be oriented around outlining a problem, proposing a solution, and discussing benefits. To succeed on this project: - You should be skilled in creating visually attractive, easy-to-follow PowerPoint presentations, preferably with a background in creating business plans or similar - A creative yet professional approach to deliver content - Ability to deliver a Corporate and Professional design without losing the core message If you have these skills and can deliver high-quality work, I'd love to hear from you.

...Apex 20.1 and have an issue with Jasper Reports not executing properly. This can be a server side issue in JasperServer because the reports and applications are working fine in our development environment but in UAT are failing. I need a skilled professional who can troubleshoot and fix this issue. Your main tasks will include: - Analyzing the current setup and identifying what's causing the problem with PDF output. - Implementing the necessary changes to ensure Jasper Reports are correctly executed from Oracle Apex The ideal freelancer for this project would have: - Proficiency in Oracle Apex. - Strong experience with Jasper Reports - Past experience in troubleshooting and fixing similar issues, including server side issues. - Familiarity with integrating Jasper Reports ...

...Migraine, and Sleep --> FOR MEN : Lowered libido, weight gain, mood changes, sweating The recommendations should be individualised and based on the symptoms identified. A sleek and intuitive user interface I'm looking for a freelancer with expertise in AI development and a proven track record in healthcare or similar fields. Excellent communication skills and a proactive approach to problem-solving are highly valued. Key Deliverables include - Technical Specifications Document: Outlining the project requirements, timelines, and milestones. - Data Preparation Pipeline: Scripts and processes for data collection, cleaning, and annotation. - Machine Learning Models: Trained and validated models for diagnosing hormone imbalances. - Integration Modules: AP...

I'm looking for an expert to create a web-based CRM database aimed at efficiently storing and managing information. The data I intend to keep include: - Customer contact details - Sales history - Communication logs - Course details - Course Refresher notifications This project also requires the cr...information. Demonstrable success in similar projects will be advantageous. I value clean, user-friendly interfaces that can handle the detailed tasks required. Be ready to suggest the best platforms for a web-based CRM as this is vital for the project's success. The system should be secure, reliable and designed for ease-of-use for non-technical personnel. If you have a track record for excellent problem-solving skills, accuracy and attention to detail, you are the candida...

...Google Take Out that need to be converted into an easily searchable and readable format. Key points: - Data formats: Both digital and paper - Required output: PDF document - Analysis: I need you to analyze the number patterns for this data, specifically looking at numbers used once versus those repeated over multiple years. This analysis should be done thoroughly and presented in a clear, easy-to-understand manner. Ideal freelancer skills and experience: - Proficient in data conversion and organization - Skilled in creating and working with PDF documents - Experience in data analysis, especially patterns and number analysis - Ability to create visual representations, such as charts and graphs - Strong attention to detail and accuracy. 1. Google takeout d...

...Key Project Details: - The script should be able to accurately identify a trend based on the definition of "higher highs and higher lows". - When a trend is identified, the script should take no immediate action but continue to monitor the market conditions. Ideal Skills and Experience: - Proficiency in Pine Script and experience with TradingView platform. - Strong understanding of technical analysis, particularly in the context of identifying trends. - Previous experience in developing trading scripts or bots is highly advantageous. - A background in finance or trading would be beneficial. This project requires a freelancer who is detail-oriented, with a keen eye for market trends, and can create a reliable and efficient script that aligns with my specific requireme...

I'm looking for an expert to help me set up a new Amazon dropshipping business. The main focus will be on creating a seamless and efficient dropshipping automation system....solutions to prevent stockouts or overstocking - Enable price monitoring and adjustment features to stay competitive Ideal Skills and Experience: - Previous experience in setting up Amazon dropshipping businesses - Proficiency in automation tools and software - Solid understanding of ecommerce and dropshipping best practices - Strong analytical skills for monitoring and adjusting prices - Excellent problem-solving abilities to manage inventory effectively If you're a proactive, detail-oriented freelancer with a talent for automation and a strong grasp of the Amazon dropshipping business model, I'...

...skilled .NET Core developer to work on a project for me. As the client, I'm looking for someone who can bring the following to the table: - Proficiency in .NET Core: Given that my project is based on this technology, familiarity and experience with it is a must. - Application Development Experience: Previous experience in developing web applications would be particularly beneficial. - Strong Problem-Solving Skills: The ability to troubleshoot issues and devise solutions is key. - Attention to Detail: It's important that our project is implemented correctly and accurately. The ideal candidate for this project would be someone who understands the nuances of .NET Core, has a good track record in application development, and can work efficiently to get the job done. Pleas...

...Key Project Details: - The script should be able to accurately identify a trend based on the definition of "higher highs and higher lows". - When a trend is identified, the script should take no immediate action but continue to monitor the market conditions. Ideal Skills and Experience: - Proficiency in Pine Script and experience with TradingView platform. - Strong understanding of technical analysis, particularly in the context of identifying trends. - Previous experience in developing trading scripts or bots is highly advantageous. - A background in finance or trading would be beneficial. This project requires a freelancer who is detail-oriented, with a keen eye for market trends, and can create a reliable and efficient script that aligns with my specific requireme...

...and NextJs - Develop a user-friendly platform - The ability to brainstorm and bring creative digital solutions - Strong problem-solving skills - Understand project requirements and deliver high-quality work - Should be proficient in using Github with AWS and coordinate with infra team member for coordinated push - Understands and knows the importance of proactive communication Expectations: - Your primary responsibility will be to design and develop the application, and to coordinate with the rest of the team working on different layers of the project. - Daily commitment for a minimum of 4 hours from Monday to Saturday - You will be committed to collaborative problem solving, sophisticated design, and quality product. - The right individual for this role must be ca...

I'm in urgent need...secure investment for a technology-based venture. Your main tasks will include: - Conducting a thorough market analysis to identify potential opportunities and threats in the industry. - Developing detailed financial projections, including revenue, expenses, and profit forecasts, to clearly demonstrate the company's growth potential. - Crafting a strategic marketing plan that outlines how we'll acquire customers, generate revenue, and position ourselves in the market. Ideal candidates for this project should have a solid understanding of the technology industry and proven experience in creating successful funding business plans. Expertise in market research, financial analysis, and strategic marketing is a must. Please provide examples of...

I am currently seeking a skilled Node JS developer to enhance my existing web application. The main objectives are: - Add a 'Wallet System' to the web app. - Integrate the Stripe payment gateway into the system. In addition to the above tasks, I would appreciate your insights on choosing a suitable ...Integrate the Stripe payment gateway into the system. In addition to the above tasks, I would appreciate your insights on choosing a suitable server for the hosting of the system once the upgrades are complete. Ideal skills and experience for the job: - Proficiency in Node JS and relevant web technologies. - Previous experience in integrating payment gateways, particularly with Stripe. - Strong problem-solving abilities to assist in selecting a suitable server for the ho...

I'm currently in need of an AI Engineer, specifically experienced with Python, to resolve some issues related to our RAG architecture and vector similarity searc...general overview of the project: - Troubleshoot and resolve issues in the RAG architecture - Enhance the efficiency of the existing vector similarity search - Implement suitable solutions for seamless integration with other systems Ideal candidates should have: - Strong background in AI and experience with Python - Prior experience with RAG architecture and vector similarity search - Excellent problem-solving and troubleshooting skills - Good communication and ability to work in a team Your contribution will be crucial to the overall performance and functionality of our system. I look forward to your proposals and r...

I'm in need of an experienced music producer and composer to create an engaging and fitting soundtrack for my video game.

I'm in need of a proficient Java developer to help me with a desktop application. I'm in a position to provide the entire code base, which will serve as a significant guide for the project. The ideal candidate for this job should have: - Solid experience in Java programming, preferably with desktop applications - Excellent problem-solving skills - Ability to work with an existing code base Having these skills will enhance your ability to deliver this project successfully. Your understanding of Java as it pertains to desktop application development is key to making this project a success.

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I'm in need of an in-depth market study focused on our local retail industry. The primary aim of this study is to evaluate market trends related to the development of a new self storage ...is to evaluate market trends related to the development of a new self storage facility. Your work will be instrumental in shaping the future direction of our business decision. Key Responsibilities: * Conduct analysis of the current market trends in the local self storage industry. * Evaluate the implications of these trends on our proposed development. * Provide actionable insights based on your research. Ideal Skills and Experience: * Strong background in market research preferably in localized market studies. * Robust understanding of local market trends. * Excellent data analysis...

...WordPress website development, particularly on an e-commerce site - Proven experience in SEO, specifically in advanced keyword research - Strong command of Arabic language and understanding of Arabic market trends - Familiarity with payment gateway integrations, particularly with credit card processing - Prior experience in website security measures - Proactive and solution-oriented approach to problem-solving....

I'm looking for a skilled WordPress developer to assist with a few key aspects of my website. Key Requirements: - Add a quick and simple page with text - Pr...will involve: - Ensuring the new page is seamlessly integrated and user-friendly - Identifying why the pop-up appears at the wrong time - Providing a brief usability evaluation of the website. Ideal Skills and Experience: - Proficiency in WordPress and Elementor - Prior experience in creating web pages and integrating plug-ins - Strong understanding of user experience and usability testing - Problem-solving skills to address the pop-up timing issue. Your feedback on the website's design, as well as any suggestions for improvement, would also be greatly appreciated. Please provide examples of similar work you ha...

I am in need of a document management software that will be compatible with Windows& Mac. This software is intended for use by business professionals, so it should be user-friendly, efficient, and secure. Key Features: - The software should include a document scannin...cybersecurity and access control is also important to ensure the confidentiality of the documents. Once a document is scanned a title and name is given and physical copy filed into numbered box file. If document is required a quick search by name, title etc will reveal where the hard copy can be found as well as the digital copy can also be brought up. I will send the successful candidate a detailed description then it is up to the individual to develop the software. The scanning must be done from within ...